AG
Arthur Gretton
cs.LGstat.MLstat.MEmath.STstat.THcs.AIstat.COstat.APecon.EMcs.CL
On Valency
published · living versionsW_fc55ezc8·v1 · currentpublished
Nonparametric Instrumental Variable Analysis Without Structural Equations: Debiased Inference on Functionals of Inverse Problems with No Solutions
with Zikai Shen, Nathan Kallus, Dimitri Meunier, Houssam Zenati +1
1 version
Preprints & journals
157 papers in the corpus · 2006–2026Improved Distributional Diffusion Models2609.37147v1 · Tommaso Martorella, Alexandre Galashov, Felix Krause et al.2026 · 0 citationsarXiv
Aggregation of Statistical Evidence under Exchangeability2607.15823v1 · Antonin Schrab, Rajen Shah, Arthur Gretton et al.2026 · 0 citationsarXiv
Variational Learning for Insertion-based Generation2606.02133v3 · Yangtian Zhang, Zhe Wang, Arthur Gretton et al.2026 · 0 citationsarXiv
Perturbative methods for non-parametric instrumental variable2606.00322v1 · Wei Bu, Arthur Gretton2026 · 0 citationsarXiv
Semiparametrically Efficient Inference for Kernel Measures of Noise Heterogeneity2605.27526v1 · Jakub Wornbard, Zikai Shen, Dimitri Meunier et al.2026 · 0 citationsarXiv
The Illusion of Intervention: Your LLM-Simulated Experiment is an Observational Study2605.20767v1 · Victoria Lin, Taedong Yun, Maja Matari'c et al.2026 · 0 citationsarXiv
Spectral Souping: A Unified Framework for Online Preference Alignment2605.20408v1 · Yinlam Chow, Guy Tennenholtz, Ted Yun et al.2026 · 0 citationsarXiv
Sobolev Regularized MMD Gradient Flow2605.11884v1 · Chenyang Tian, Bharath K. Sriperumbudur, Arthur Gretton et al.2026 · 0 citationsarXiv
Doubly Robust Proxy Causal Learning with Neural Mean Embeddings2605.09514v2 · Bariscan Bozkurt, Alexandre Galashov, Dimitri Meunier et al.2026 · 0 citationsarXiv
Semiparametric Efficient Test for Interpretable Distributional Treatment Effects2605.08034v1 · Houssam Zenati, Arthur Gretton2026 · 0 citationsarXiv
On the Wasserstein Gradient Flow Interpretation of Drifting Models2605.05118v2 · Arthur Gretton, Li Kevin Wenliang, Alexandre Galashov et al.2026 · 0 citationsarXiv
Nonparametric Instrumental Variable Analysis Without Structural Equations: Debiased Inference on Functionals of Inverse Problems with No Solutions2604.24660v2 · Zikai Shen, Nathan Kallus, Dimitri Meunier et al.2026 · 0 citationsarXivon Valency
Efficient Inference after Directionally Stable Adaptive Experiments2602.21478v1 · Zikai Shen, Houssam Zenati, Nathan Kallus et al.2026 · 0 citationsarXiv
Regularized -Divergence Kernel Tests2601.19755v1 · M'onica Ribero, Antonin Schrab, Arthur Gretton2026 · 0 citationsarXiv
On the Hardness of Conditional Independence Testing In Practice2512.14000v1 · Zheng He, Roman Pogodin, Yazhe Li et al.2025 · 0 citationsarXiv
Outcome-Aware Spectral Feature Learning for Instrumental Variable Regression2512.00919v2 · Dimitri Meunier, Jakub Wornbard, Vladimir R. Kostic et al.2025 · 0 citationsarXiv
Nonparametric Instrumental Variable Regression with Observed Covariates2511.19404v1 · Zikai Shen, Zonghao Chen, Dimitri Meunier et al.2025 · 0 citationsarXiv
Towards a Unified Analysis of Neural Networks in Nonparametric Instrumental Variable Regression: Optimization and Generalization2511.14710v1 · Zonghao Chen, Atsushi Nitanda, Arthur Gretton et al.2025 · 0 citationsarXiv
Fast Best-in-Class Regret for Contextual Bandits2510.15483v3 · Samuel Girard, Aurelien Bibaut, Arthur Gretton et al.2025 · 0 citationsarXiv
Fast and Scalable Score-Based Kernel Calibration Tests2510.14711v1 · Pierre Glaser, David Widmann, Fredrik Lindsten et al.2025 · 0 citationsUncertainty in Artificial Intelligence (UAI) 2023
Near-Optimality of Contrastive Divergence Algorithms2510.13438v1 · Pierre Glaser, Kevin Han Huang, Arthur Gretton2025 · 0 citationsNeurips 2024
Kernel Treatment Effects with Adaptively Collected Data2510.10245v2 · Houssam Zenati, Bariscan Bozkurt, Arthur Gretton2025 · 0 citationsarXiv
Closed-Form Last Layer Optimization2510.04606v2 · Alexandre Galashov, Nathael Da Costa, Liyuan Xu et al.2025 · 0 citationsarXiv
Learn to Guide Your Diffusion Model2510.00815v1 · Alexandre Galashov, Ashwini Pokle, Arnaud Doucet et al.2025 · 0 citationsarXiv
Demystifying Spectral Feature Learning for Instrumental Variable Regression2506.10899v3 · Dimitri Meunier, Antoine Moulin, Jakub Wornbard et al.2025 · 0 citationsarXiv
Doubly-Robust Estimation of Counterfactual Policy Mean Embeddings2506.02793v2 · Houssam Zenati, Bariscan Bozkurt, Arthur Gretton2025 · 0 citationsarXiv
Density Ratio-Free Doubly Robust Proxy Causal Learning2505.19807v2 · Bariscan Bozkurt, Houssam Zenati, Dimitri Meunier et al.2025 · 0 citationsarXiv
Regularized least squares learning with heavy-tailed noise is minimax optimal2505.14214v3 · Mattes Mollenhauer, Nicole Mucke, Dimitri Meunier et al.2025 · 1 citationarXiv
Density Ratio-based Proxy Causal Learning Without Density Ratios2503.08371v2 · Bariscan Bozkurt, Ben Deaner, Dimitri Meunier et al.2025 · 0 citationsarXiv
Learning-Order Autoregressive Models with Application to Molecular Graph Generation2503.05979v2 · Zhe Wang, Jiaxin Shi, Nicolas Heess et al.2025 · 0 citationsarXiv
Sleepless Nights, Sugary Days: Creating Synthetic Users with Health Conditions for Realistic Coaching Agent Interactions2502.13135v3 · Taedong Yun, Eric Yang, Mustafa Safdari et al.2025 · 3 citationsFindings of the Association for Computational Linguistics: ACL 2025, pages 14159-14181, Vienna, Austria. Association for Computational Linguistics
Distributional Diffusion Models with Scoring Rules2502.02483v3 · Valentin De Bortoli, Alexandre Galashov, J. Swaroop Guntupalli et al.2025 · 1 citationarXiv
Optimality and Adaptivity of Deep Neural Features for Instrumental Variable Regression2501.04898v1 · Juno Kim, Dimitri Meunier, Arthur Gretton et al.2025 · 0 citationsarXiv
Accelerated Diffusion Models via Speculative Sampling2501.05370v2 · Valentin De Bortoli, Alexandre Galashov, Arthur Gretton et al.2025 · 0 citationsarXiv
Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation2412.13952v1 · Eleni Sgouritsa, Virginia Aglietti, Yee Whye Teh et al.2024 · 0 citationsarXiv
A Unified Data Representation Learning for Non-parametric Two-sample Testing2412.00613v2 · Xunye Tian, Liuhua Peng, Zhijian Zhou et al.2024 · 0 citationsarXiv
Nonparametric Instrumental Regression via Kernel Methods is Minimax Optimal2411.19653v2 · Dimitri Meunier, Zhu Li, Tim Christensen et al.2024 · 0 citationsarXiv
Interventional Processes for Causal Uncertainty Quantification2410.14483v3 · Hugh Dance, Peter Orbanz, Arthur Gretton2024 · 0 citationsarXiv
Credal Two-Sample Tests of Epistemic Uncertainty2410.12921v2 · Siu Lun Chau, Antonin Schrab, Arthur Gretton et al.2024 · 0 citationsarXiv
(De)-regularized Maximum Mean Discrepancy Gradient Flow2409.14980v3 · Zonghao Chen, Aratrika Mustafi, Pierre Glaser et al.2024 · 0 citationsJournal of Machine Learning Research 2025
Foundations of Multivariate Distributional Reinforcement Learning2409.00328v1 · Harley Wiltzer, Jesse Farebrother, Arthur Gretton et al.2024 · 1 citationarXiv
Spectral Representation for Causal Estimation with Hidden Confounders2407.10448v2 · Haotian Sun, Antoine Moulin, Tongzheng Ren et al.2024 · 0 citationsarXiv
Mind the Graph When Balancing Data for Fairness or Robustness2406.17433v2 · Jessica Schrouff, Alexis Bellot, Amal Rannen-Triki et al.2024 · 1 citationProceedings of the 38th International Conference on Neural Information Processing Systems 2024
Conditional Bayesian Quadrature2406.16530v1 · Zonghao Chen, Masha Naslidnyk, Arthur Gretton et al.2024 · 0 citationsConference on Uncertainty in Artificial Intelligence (UAI) 2024
Optimal Rates for Vector-Valued Spectral Regularization Learning Algorithms2405.14778v1 · Dimitri Meunier, Zikai Shen, Mattes Mollenhauer et al.2024 · 1 citationarXiv
Deep MMD Gradient Flow without adversarial training2405.06780v1 · Alexandre Galashov, Valentin de Bortoli, Arthur Gretton2024 · 0 citationsarXiv
Proxy Methods for Domain Adaptation2403.07442v1 · Katherine Tsai, Stephen R. Pfohl, Olawale Salaudeen et al.2024 · 0 citationsarXiv
Practical Kernel Tests of Conditional Independence2402.13196v2 · Roman Pogodin, Antonin Schrab, Yazhe Li et al.2024 · 1 citationarXiv
A Distributional Analogue to the Successor Representation2402.08530v2 · Harley Wiltzer, Jesse Farebrother, Arthur Gretton et al.2024 · 0 citationsarXiv
Towards Optimal Sobolev Norm Rates for the Vector-Valued Regularized Least-Squares Algorithm2312.07186v5 · Zhu Li, Dimitri Meunier, Mattes Mollenhauer et al.2023 · 0 citationsarXiv
Career total: 390 works. 157 are in this corpus.Showing the 50 most recent.
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